Integrated region-based image retrieval using region's spatial relationships

被引:0
作者
Ko, B [1 ]
Byun, H [1 ]
机构
[1] Yonsei Univ, Dept Comp Sci, Seoul 120749, South Korea
来源
16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL I, PROCEEDINGS | 2002年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Among representative content-based image retrieval schemes, region-based retrieval has shown promise in retrieving similar images that exhibit considerable local variations. However, since humans are accustomed to relying on object-level concepts rather than low-level regions, robust and accurate object segmentation is an essential step. while many, interesting image segmentation techniques have been proposed, their performance in practical applications remains limited. Thus, integrating related regions into meaningful objects becomes a promising alternative. In this paper, we propose a new multiple-region level image retrieval algorithm based on region-level image segmentation and its spatial relationship. To capture spatial similarity, we apply Hausdorff Distance (HD) to our region-based image retrieval system-FRIP (Finding Region In the Pictures). In contrast to other object or multiple region-based retrieval systems, we update classical HD to retrieve similar regions regardless of their spatial translation, insertion, and deletion. Furthermore, we incorporate relevance feedback to reject the user's high-level query, and subjectivity, to the system and to compensate for performance degradation due to imperfect image segmentation. The efficacy, of our method is validated using a set of 3000 images from Corel-photo CD.
引用
收藏
页码:196 / 199
页数:4
相关论文
共 19 条
  • [1] CARSON MT, 1999, P INT C VIS INF SYS
  • [2] ICONIC INDEXING BY 2-D STRINGS
    CHANG, SK
    SHI, QY
    YAN, CW
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (03) : 413 - 428
  • [3] DELBIMBO A, 1998, IEEE WORKSH CBAIVI J
  • [4] DUBUISSON MP, 1994, INT C PATT RECOG, P566, DOI 10.1109/ICPR.1994.576361
  • [5] FLICKNER M, 1993, RJ9203 IBM ALM RES C
  • [6] COMPARING IMAGES USING THE HAUSDORFF DISTANCE
    HUTTENLOCHER, DP
    KLANDERMAN, GA
    RUCKLIDGE, WJ
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (09) : 850 - 863
  • [7] Jia Li, 2000, Proceedings ACM Multimedia 2000, P147
  • [8] Region-based image retrieval using probabilistic feature relevance learning
    Ko B.
    Peng J.
    Byun H.
    [J]. Pattern Analysis & Applications, 2001, 4 (2-3) : 174 - 184
  • [9] Flexible subblocks for visual information retrieval
    Ko, BC
    Lee, H
    Byun, H
    [J]. ELECTRONICS LETTERS, 2000, 36 (01) : 24 - 25
  • [10] KO BC, 2000, 15 ICPR SEPT SPAIN